mcpspan
Analytics for MCP servers: see how AI agents use your tools
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mcpspan shows how AI agents actually use your MCP server: which tools they call and from which client, how long calls take, how they fail, and what agents ask for that your server doesn't have. It also shows what your tool list costs agents in tokens, and which tools they never use. Open source (MIT), with SDKs in eight languages: TypeScript, Python, Go,NET, Java, Rust, Ruby and PHP. Self-host it free with every feature, or let mcpspan Cloud run it.
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PH · launched Oct 23, 2026 · 2 upvotes (top 23%)
- Horizontal
- Observability & eval
- Developer
- AI-native
- Commercial product
- Open Source
- Analytics
- Developer Tools
- GitHub
Similar launches
See all 381 similar launches →Could you build this?
Yes An analytics dashboard for MCP servers works as a logging proxy or middleware that records tool calls, latency, errors and token estimates. That is standard instrumentation and charting.
Competitors
Other products that read as similar to this one : 381 launches clear the similarity bar, closest 8 shown.
Attention rank: #105 of 382 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 343 days after the earliest competitor.
- Phosphor · ph · 2026-10-13 · 1 upvotes · similarity 0.54
- HaltState MCP · ph · 2026-10-09 · 31 upvotes · similarity 0.53
- Kaiku · ph · 2026-09-25 · 78 upvotes · similarity 0.51
- Glimind · ph · 2026-10-19 · 1 upvotes · similarity 0.51
- API to MCP · ph · 2026-06-19 · 195 upvotes · similarity 0.49
- mcprush.com · ph · 2026-10-05 · 2 upvotes · similarity 0.49
- AgentBreakWatch · ph · 2026-10-27 · 2 upvotes · similarity 0.48
- CrawlForge MCP · ph · 2026-10-19 · 70 upvotes · similarity 0.48
Other launches for this product
- No other launches for this product.